# Cross-Validation, Information Theory, or Maximum Likelihood? A Comparison of Tuning Methods for Penalized Splines

> Research article (Stats, 2021) · cited 16× · AI/ML

**Wikidata**: [openalex:W3197858360](https://www.wikidata.org/wiki/openalex:W3197858360)  
**Source**: https://4ort.xyz/entity/cross-validation-information-theory-or-maximum-likelihood-a-comparison-of-tuning-methods-for-penalized-splines